Tracy-Widom method for Janossy density and joint distribution of extremal eigenvalues of random matrices

Abstract

The Jánossy density for a determinantal point process is the probability density that an interval $I$ contains exactly $p$ points except for those at $k$ designated loci. The Jánossy density associated with an integrable kernel $\mathbf{K}\doteq (\phi (x)\psi (y)-\psi (x)\phi (y))/(x-y)$ is shown to be expressed as a Fredholm determinant $\mathrm{Det}(\mathbb{I}-\tilde{\mathbf{K}}{|}_I)$ of a transformed kernel $\tilde{\mathbf{K}}\doteq (\tilde{\phi }(x)\tilde{\psi }(y)-\tilde{\psi }(x)\tilde{\phi }(y))/(x-y)$. We observe that $\tilde{\mathbf{K}}$ satisfies Tracy and Widom's criteria if $\mathbf{K}$ does, because of the structure that the map $(\phi ,\psi )\mapsto (\tilde{\phi },\tilde{\psi })$ is a meromorphic $\mathrm{SL}(2,\mathbb{R})$ gauge transformation between covariantly constant sections. This observation enables application of the Tracy--Widom method to Jánossy densities, expressed in terms of a solution to a system of differential equations in the endpoints of the interval. Our approach does not explicitly refer to isomonodromic systems associated with Painlevé equations employed in the preceding works. As illustrative examples we compute Jánossy densities with $k=1,p=0$ for Airy and Bessel kernels, related to the joint distributions of the two largest eigenvalues of random Hermitian matrices and of the two smallest singular values of random complex matrices.

Comments: 18 pages, 8 figs, 2 Mathematica nb's attached. (v2) Additional remarks on SL(r) extension etc, improved agreement with quadrature approx. Version to appear in PTEP